Title: Captain Dave Price, USN
1Interactive and Structural Complexityin the
Flight Training Environment(A Wicked Problem)
- Captain Dave Price, USN
- Commander, Training Air Wing FOUR
2Learning Theory
Wicked Problems
Art and Science
effect
Interactive Complexity
Causality or Correlation
Structural Complexity
probability
Then What?
Why?
System of Systems
Humans!
Chaos
Links
Assumptions
Waves of Consequences
NATOPS
Nodes
What if?
Rule Sets
3 Discussion Themes
- Recognize and challenge assumptions.
- Zoom out! (instructing and flying are different)
- Work to reduce ambiguity and risk through better
situational awareness but - Be prepared for human-induced chaos.
- Ask simple but difficult questionsWhat if?
Then what? Why? - Spend time thinking!
4First things first!
- Can we analyze our training environment in
systemic fashion? - What are the elements of our system?
- What are the outcomes we seek from the system?
- What do/can we control?
5Analyzing our Training Environmentby Challenging
Assumptions
- Reduce ambiguity through assessment
- What do we know we know?
- What do we think we know?
- What do we hope we know?
- What do we need to know?
- What can we not know?
- What if we answer wrong? Increased risk?
- A systems approach can help
6What is our framework of outcomes?
- Actions and reactions in the environment are
- Predetermined
- Possible
- Likely
- Unlikely
- Impossible
When someone tells you something is probable, ask
for a number! (Probability is based on
experimentation.)
7System of Systems Analysis (SoSA)
Systems functionally, physically, and/or
behaviorally related groups of regularly
interacting or interdependent elements
Key Definitions
Airspace
Links Elements of a system that represent a
behavioral, physical, or functional relationship
between nodes.
Airplane
Key Nodes A node that has critical impact on
the entire system of systems. -Key nodes are
likely to be linked to, or resident in, multiple
systems.
Aircrew
ATC
Adapted from Joint Doctrine
8Can you describe our system
- Examples of nodes?
- 1.
- 2.
- 3.
- Examples of links?
- 1.
- 2.
- 3.
9Systems
- Should be analyzed based on both system structure
and linkages. - Structural complexity number of nodes
- Interactive complexity relationships between
nodes how they interact - Can you give an example of a structurally
complex, interactively simple system?
10What is Interactively Complex?
Let's play chess!
11The Operational Environment of Chess
- How many
- Players?
- Possible Outcomes?
- Pieces?
- Spaces?
- Basic moves?
- Average legal moves per turn?
- Possible starting moves?
- Possible permutations to the outcome?
Does anyone have a super computer handy?
12Is Chess Complex?
- Shannons number
- 10120
- Is that BIG?
- Anyone know how many atoms are estimated to be in
the universe? - 4x1079 and 1081
- Now lets add a little humanity!
13What if?
- Our opponent has different rules?
- His objectives and end state differ from ours?
- The spectators begin moving pieces?
- ENS Pawn doesnt like Boomer IP Rook and refuses
to move to an adjacent space? - Ranger Solo Knight misinterprets his orders?
14Then what?
- How complex is the environment now?
- Our assumptions were wrong?
- Are others irrational because we dont know their
rules? Because they dont follow ours? - If our opponent is only playing to capture all of
our pawns might we both claim victory?
Is flight training more complex than chess?
15What does this mean??
- The proximate cause of effects in interactively
complex situations can be difficult to predict. - Caveman Aviator translation Did your instructor
action cause the desired effect in your student?
Let's Demonstrate!
16A simple system?
- Structurally simple with two nodes (you and me).
- But interactively complex?
- Known rules and desired effect.
- Please lay your hand flat on the table.
- When I raise my right hand, you raise yours.
17What happened??!!
- Causality or correlation?
- Did you raise your hand because I raised mine or
due to some other stimulus? - What links exist between the nodes?
- How did the human element affect the outcome?
18So what?
- Interactively complex systems like those
encountered in our flight training environment
present wicked problems. Despite this, working
to understand nodes and links in the system and
how they might interact reduces ambiguity and
correspondingly risk, thereby increasing our
chances for success. - Need to balance the art with the science.